reskill

SkillDev tools

Team-wide charter and history optimization through skill extraction

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the reskill skill

What this skill tells your AI

The instructions your AI receives, as published by olivomarco/vbd-copilot in .copilot/skills/reskill/SKILL.md and read by ahel’s review.

Context

When the coordinator hears "team, reskill" (or similar: "optimize context", "slim down charters"), trigger a team-wide optimization pass. The goal: reduce per-agent context consumption by extracting shared patterns from charters and histories into reusable skills.

This is a periodic maintenance activity. Run whenever charter/history bloat is suspected.

Process

Step 1: Audit

Read all agent charters and histories. Measure byte sizes. Identify:

  • Boilerplate — sections repeated across ≥3 charters with <10% variation (collaboration, model, boundaries template)
  • Shared knowledge — domain knowledge duplicated in 2+ charters (incident postmortems, technical patterns)
  • Mature learnings — history entries appearing 3+ times across agents that should be promoted to skills

Step 2: Extract

For each identified pattern:

  1. Create or update a skill at .squad/skills/{skill-name}/SKILL.md
  2. Follow the skill template format (frontmatter + Context + Patterns + Examples + Anti-Patterns)
  3. Set confidence: low (first observation), medium (2+ agents), high (team-wide)

Step 3: Trim

Charters — target ≤1.5KB per agent:

  • Remove Collaboration section entirely (spawn prompt + agent-collaboration skill covers it)
  • Remove Voice section (tagline blockquote at top of charter already captures it)
  • Trim Model section to single line: Preferred: {model}
  • Remove "When I'm unsure" boilerplate from Boundaries
  • Remove domain knowledge now covered by a skill — add skill reference comment if helpful
  • Keep: Identity, What I Own, unique How I Work patterns, Boundaries (domain list only)

Histories — target ≤8KB per agent:

  • Apply history-hygiene skill to any history >12KB
  • Promote recurring patterns (3+ occurrences across agents) to skills
  • Summarize old entries into ## Core Context section
  • Remove session-specific metadata (dates, branch names, requester names)

Step 4: Report

Output a savings table:

AgentCharter BeforeCharter AfterHistory BeforeHistory AfterSaved

Include totals and percentage reduction.

Patterns

Minimal Charter Template (target format after reskill)

# {Name} — {Role}

> {Tagline — one sentence capturing voice and philosophy}

## Identity
- **Name:** {Name}
- **Role:** {Role}
- **Expertise:** {comma-separated list}

## What I Own
- {bullet list of owned artifacts/domains}

## How I Work
- {unique patterns and principles — NOT boilerplate}

## Boundaries
**I handle:** {domain list}
**I don't handle:** {explicit exclusions}

## Model
Preferred: {model}

Skill Extraction Threshold

  • 1 charter → leave in charter (unique to that agent)
  • 2 charters → consider extracting if >500 bytes of overlap
  • 3+ charters → always extract to a shared skill

Anti-Patterns

  • Don't delete unique per-agent identity or domain-specific knowledge
  • Don't create skills for content only one agent uses
  • Don't merge unrelated patterns into a single mega-skill
  • Don't remove Model preference line (coordinator needs it for model selection)
  • Don't touch .squad/decisions.md during reskill
  • Don't remove the tagline blockquote — it's the charter's soul in one line

Signals

GitHub stars
67
Forks
44
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
reskill
Source
github.com/olivomarco/vbd-copilot